{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "!pip install -Uqq nixtla"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "from nixtla.utils import in_colab"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "IN_COLAB = in_colab()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide\n",
    "if not IN_COLAB:\n",
    "    from nixtla.utils import colab_badge\n",
    "    from dotenv import load_dotenv"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Missing Values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`TimeGPT` requires time series data that doesn't have any missing values. It is possible to have multiple series that begin and end on different dates, but it is essential that each series contains uninterrupted data for its given time frame.\n",
    "\n",
    "In this tutorial, we will show you how to deal with missing values in `TimeGPT`. \n",
    "\n",
    "**Outline** \n",
    "\n",
    "1. [Load Data](#load-data) \n",
    "\n",
    "2. [Get Started with TimeGPT](#get-started-with-timegpt)\n",
    "\n",
    "3. [Visualize Data](#visualize-data)\n",
    "\n",
    "4. [Fill Missing Values](#fill-missing-values)\n",
    "\n",
    "5. [Forecast with TimeGPT](#forecast-with-timegpt)\n",
    "\n",
    "6. [Important Considerations](#important-considerations)\n",
    "\n",
    "7. [References](#references)\n",
    "\n",
    "This work is based on skforecast's [Forecasting Time Series with Missing Values](https://cienciadedatos.net/documentos/py46-forecasting-time-series-missing-values) tutorial. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "[![](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/Nixtla/nixtla/blob/main/nbs/docs/tutorials/19_missing_values.ipynb)"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| echo: false\n",
    "if not IN_COLAB:\n",
    "    load_dotenv()\n",
    "    colab_badge('docs/tutorials/15_missing_values')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will first load the data using `pandas`. This dataset represents the daily number of bike rentals in a city. The column names are in Spanish, so we will rename them to `ds` for the dates and `y` for the number of bike rentals."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2014-06-23</td>\n",
       "      <td>99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2014-06-24</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2014-06-25</td>\n",
       "      <td>119</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2014-06-26</td>\n",
       "      <td>135</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2014-06-27</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ds    y\n",
       "0  2014-06-23   99\n",
       "1  2014-06-24   72\n",
       "2  2014-06-25  119\n",
       "3  2014-06-26  135\n",
       "4  2014-06-27  149"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv('https://raw.githubusercontent.com/JoaquinAmatRodrigo/Estadistica-machine-learning-python/master/data/usuarios_diarios_bicimad.csv')\n",
    "df = df[['fecha', 'Usos bicis total día']] # select date and target variable \n",
    "df.rename(columns={'fecha': 'ds', 'Usos bicis total día': 'y'}, inplace=True) \n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For convenience, we will convert the dates to timestamps and assign a unique id to the series. Although we only have one series in this example, when dealing with multiple series, it is necessary to assign a unique id to each one."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['ds'] = pd.to_datetime(df['ds']) \n",
    "df['unique_id'] = 'id1'\n",
    "df = df[['unique_id', 'ds', 'y']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we will separate the data in a training and a test set. We will use the last 93 days as the test set. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "train_df = df[:-93] \n",
    "test_df = df[-93:] "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will now introduce some missing values in the training set to demonstrate how to deal with them. This will be done as in the [skforecast](https://cienciadedatos.net/documentos/py46-forecasting-time-series-missing-values) tutorial. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "mask = ~((train_df['ds'] >= '2020-09-01') & (train_df['ds'] <= '2020-10-10')) &  ~((train_df['ds'] >= '2020-11-08') & (train_df['ds'] <= '2020-12-15'))\n",
    "\n",
    "train_df_gaps = train_df[mask]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get Started with TimeGPT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before proceeding, we will instantiate the `NixtlaClient` class, which provides access to all the methods from `TimeGPT`. To do this, you will need a Nixtla API key."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from nixtla import NixtlaClient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nixtla_client = NixtlaClient(\n",
    "    # defaults to os.environ.get(\"NIXTLA_API_KEY\")\n",
    "    api_key = 'my_api_key_provided_by_nixtla'\n",
    ")\n",
    "    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 👍 Use an Azure AI endpoint\n",
    ">\n",
    "> To use an Azure AI endpoint, set the `base_url` argument:\n",
    ">\n",
    "> `nixtla_client = NixtlaClient(base_url=\"you azure ai endpoint\", api_key=\"your api_key\")`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#| hide \n",
    "if not IN_COLAB:\n",
    "    nixtla_client = NixtlaClient()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To learn more about how to set up your API key, please refer to the [Setting Up Your API Key](https://docs.nixtla.io/docs/getting-started-setting_up_your_api_key) tutorial. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualize Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can visualize the data using the `plot` method from the `NixtlaClient` class. This method has an `engine` argument that allows you to choose between different plotting libraries. Default is `matplotlib`, but you can also use `plotly` for interactive plots."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(train_df_gaps)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that there are two gaps in the data: from September 1, 2020, to October 10, 2020, and from November 8, 2020, to December 15, 2020. To better visualize these gaps, you can use the `max_insample_length` argument of the `plot` method or you can simply zoom in on the plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(train_df_gaps, max_insample_length=800)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Additionally, notice a period from March 16, 2020, to April 21, 2020, where the data shows zero rentals. These are not missing values, but actual zeros corresponding to the COVID-19 lockdown in the city."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Fill Missing Values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before using `TimeGPT`, we need to ensure that: \n",
    "\n",
    "1. All timestamps from the start date to the end date are present in the data. \n",
    "\n",
    "2. The target column contains no missing values. \n",
    "\n",
    "To address the first issue, we will use the `fill_gaps` function from [`utilsforecast`](https://nixtlaverse.nixtla.io/utilsforecast/index.html), a Python package from Nixtla that provides essential utilities for time series forecasting, such as functions for data preprocessing, plotting, and evaluation.\n",
    "\n",
    "The `fill_gaps` function will fill in the missing dates in the data. To do this, it requires the following arguments:\n",
    "\n",
    "- `df`: The DataFrame containing the time series data.\n",
    "\n",
    "- `freq` (str or int): The frequency of the data. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utilsforecast.preprocessing import fill_gaps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of rows before filling gaps: 2851\n",
      "Number of rows after filling gaps: 2929\n"
     ]
    }
   ],
   "source": [
    "print('Number of rows before filling gaps:', len(train_df_gaps))\n",
    "train_df_complete = fill_gaps(train_df_gaps, freq='D')\n",
    "print('Number of rows after filling gaps:', len(train_df_complete))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we need to decide how to fill the missing values in the target column. In this tutorial, we will use interpolation, but it is important to consider the specific context of your data when selecting a filling strategy. For example, if you are dealing with daily retail data, a missing value most likely indicates that there were no sales on that day, and you can fill it with zero. Conversely, if you are working with hourly temperature data, a missing value probably means that the sensor was not functioning, and you might prefer to use interpolation to fill the missing values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "unique_id    0\n",
       "ds           0\n",
       "y            0\n",
       "dtype: int64"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_df_complete['y'] = train_df_complete['y'].interpolate(method='linear', limit_direction='both')\n",
    "\n",
    "train_df_complete.isna().sum() # check if there are any missing values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Forecast with TimeGPT"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We are now ready to use the `forecast` method from the `NixtlaClient` class. This method requires the following arguments:\n",
    "\n",
    "- `df`: The DataFrame containing the time series data\n",
    "\n",
    "- `h`: (int) The forecast horizon. In this case, it is 93 days.\n",
    "\n",
    "- `model` (str): The model to use. Default is `timegpt-1`, but since the forecast horizon exceeds the frequency of the data (daily), we will use `timegpt-1-long-horizon`. To learn more about this, please refer to the [Forecasting on a Long Horizon](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) tutorial."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "INFO:nixtla.nixtla_client:Validating inputs...\n",
      "INFO:nixtla.nixtla_client:Preprocessing dataframes...\n",
      "INFO:nixtla.nixtla_client:Inferred freq: D\n",
      "WARNING:nixtla.nixtla_client:The specified horizon \"h\" exceeds the model horizon. This may lead to less accurate forecasts. Please consider using a smaller horizon.\n",
      "INFO:nixtla.nixtla_client:Restricting input...\n",
      "INFO:nixtla.nixtla_client:Calling Forecast Endpoint...\n"
     ]
    }
   ],
   "source": [
    "fcst = nixtla_client.forecast(train_df_complete, h=len(test_df), model='timegpt-1-long-horizon')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> 📘 Available models in Azure AI\n",
    ">\n",
    "> If you are using an Azure AI endpoint, please be sure to set `model=\"azureai\"`:\n",
    ">\n",
    "> `nixtla_client.forecast(..., model=\"azureai\")`\n",
    "> \n",
    "> For the public API, we support two models: `timegpt-1` and `timegpt-1-long-horizon`. \n",
    "> \n",
    "> By default, `timegpt-1` is used. Please see [this tutorial](https://docs.nixtla.io/docs/tutorials-long_horizon_forecasting) on how and when to use `timegpt-1-long-horizon`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use the `plot` method to visualize the `TimeGPT` forecast and the test set. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 2400x350 with 1 Axes>"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nixtla_client.plot(test_df, fcst)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we will use the `evaluate` function from `utilsforecast` to compute the Mean Average Error (MAE) of the TimeGPT forecast. Before proceeding, we need to convert the dates in the forecast to timestamps so we can merge them with the test set.\n",
    "\n",
    "The `evaluate` function requires the following arguments:\n",
    "\n",
    "- `df`: The DataFrame containing the forecast and the actual values (in the `y` column).\n",
    "\n",
    "- `metrics` (list): The metrics to be computed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utilsforecast.evaluation import evaluate \n",
    "from utilsforecast.losses import mae "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>ds</th>\n",
       "      <th>y</th>\n",
       "      <th>TimeGPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id1</td>\n",
       "      <td>2022-06-30</td>\n",
       "      <td>13468</td>\n",
       "      <td>13357.357422</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>id1</td>\n",
       "      <td>2022-07-01</td>\n",
       "      <td>12932</td>\n",
       "      <td>12390.051758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>id1</td>\n",
       "      <td>2022-07-02</td>\n",
       "      <td>9918</td>\n",
       "      <td>9778.649414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>id1</td>\n",
       "      <td>2022-07-03</td>\n",
       "      <td>8967</td>\n",
       "      <td>8846.636719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>id1</td>\n",
       "      <td>2022-07-04</td>\n",
       "      <td>12869</td>\n",
       "      <td>11589.071289</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id         ds      y       TimeGPT\n",
       "0       id1 2022-06-30  13468  13357.357422\n",
       "1       id1 2022-07-01  12932  12390.051758\n",
       "2       id1 2022-07-02   9918   9778.649414\n",
       "3       id1 2022-07-03   8967   8846.636719\n",
       "4       id1 2022-07-04  12869  11589.071289"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fcst['ds'] = pd.to_datetime(fcst['ds'])\n",
    "\n",
    "result = test_df.merge(fcst, on=['ds', 'unique_id'], how='left')\n",
    "result.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>unique_id</th>\n",
       "      <th>metric</th>\n",
       "      <th>TimeGPT</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>id1</td>\n",
       "      <td>mae</td>\n",
       "      <td>1824.693076</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  unique_id metric      TimeGPT\n",
       "0       id1    mae  1824.693076"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "evaluate(result, metrics=[mae])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Important Considerations "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The key takeaway from this tutorial is that `TimeGPT` requires time series data without missing values. This means that: \n",
    "\n",
    "1. Given the frequency of the data, the timestamps must be continuous, with no gaps between the start and end dates.\n",
    "\n",
    "2. The data must not contain missing values (NaNs). \n",
    "\n",
    "We also showed that `utilsforecast` provides a convenient function to fill missing dates and that you need to decide how to address the missing values. This decision depends on the context of your data, so be mindful when selecting a filling strategy, and choose the one you think best reflects reality.\n",
    "\n",
    "Finally, we also demonstrated that `utilsforecast` provides a function to evaluate the `TimeGPT` forecast using common accuracy metrics. "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**References**\n",
    "\n",
    "* [Joaquín Amat Rodrigo and Javier Escobar Ortiz (2022). \"Exclude covid impact in time series forecasting\"](https://www.cienciadedatos.net/documentos/py45-weighted-time-series-forecasting.html)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "python3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
